Merge branch 'main' of https://github.com/Selim78/AsynchronousIterativeAlgorithms.jl

Author: SelimChraibi

README.md

@@ -23,7 +23,7 @@ You can install `AsynchronousIterativeAlgorithms` by typing
 julia> ] add AsynchronousIterativeAlgorithms
 ```
 
-## [Quick start](@id quick_start)
+## Quick start
 
 Say you want to implement a distributed version of *Stochastic Gradient Descent* (SGD). You'll need to define:
 
@@ -32,7 +32,7 @@ Say you want to implement a distributed version of *Stochastic Gradient Descent*
 - the **worker step** performed by the workers when they receive a query `q::Q` from the central node
 - the asynchronous **central step** performed by the central node when it receives an answer `a::A` from a `worker`
 
-![Sequence Diagram](docs/assets/sequence_diagram.png)
+![Sequence Diagram](docs/src/assets/sequence_diagram.png)
 
 Let's first of all set up our distributed environment.